# Negation-aware Video Generation Benchmark

Source: [Negation-aware Video Generation Benchmark](<https://www.sota2.com/research/sota/negation-aware-video-generation-benchmark>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-09T09:14:40.609Z

Evaluation of video generation models specifically assessing their ability to handle negation prompts, measured using metrics like CLIPScore, CLIP-neg, BLIP, DINO-conf, NCS, and NVR.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Negation-aware Video Generation |
| Dataset (including any stated split) | Negation-aware Video Generation Benchmark |
| Metric | CLIPScore |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [CLIPScore](<https://www.sota2.com/research/sota/negation-aware-video-generation-benchmark.md?metric=CLIPScore>): Higher is better; unit: SCALAR.

- [CLIP-neg](<https://www.sota2.com/research/sota/negation-aware-video-generation-benchmark.md?metric=CLIP-neg>): Higher is better; unit: SCALAR.

- [BLIP Score](<https://www.sota2.com/research/sota/negation-aware-video-generation-benchmark.md?metric=BLIP%20Score>): Higher is better; unit: SCALAR.

- [DINO Confidence](<https://www.sota2.com/research/sota/negation-aware-video-generation-benchmark.md?metric=DINO%20Confidence>): Higher is better; unit: SCALAR.

- [NCS](<https://www.sota2.com/research/sota/negation-aware-video-generation-benchmark.md?metric=NCS>): Higher is better; unit: SCALAR.

- [NVR](<https://www.sota2.com/research/sota/negation-aware-video-generation-benchmark.md?metric=NVR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLIPScore | Result date | Report paper |
| --- | --- | --- | --- |
| NEGATE | 0.2924 | Not recorded | 69ae54052d603e6de3e42bd9 |
| NEGATE | 0.2924 | Not recorded | 69ae54052d603e6de3e42bd9 |
| Mochi | 0.2857 | Not recorded | 69ae54052d603e6de3e42bd9 |
| CogVideoX | 0.2836 | Not recorded | 69ae54052d603e6de3e42bd9 |
| NEGATE | 0.28 | Not recorded | 69ae54052d603e6de3e42bd9 |
| HunyuanVideo | 0.2743 | Not recorded | 69ae54052d603e6de3e42bd9 |

### NEGATE

CLIPScore: 0.2924. Result ID: 69ae8f6b6dbb7075b956ef18.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

Recorded evaluation configuration: {"Configuration":"Full Model"}. This record does not assert independent reproduction.

### NEGATE

CLIPScore: 0.2924. Result ID: 69ae8f6b6dbb7075b956ef19.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

Recorded evaluation configuration: {"Ablation":"w/o Repulsive Energy"}. This record does not assert independent reproduction.

### Mochi

CLIPScore: 0.2857. Result ID: 69ae8f6b6dbb7075b956ef15.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CogVideoX

CLIPScore: 0.2836. Result ID: 69ae8f6b6dbb7075b956ef17.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NEGATE

CLIPScore: 0.28. Result ID: 69ae8f6b6dbb7075b956ef1a.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

Recorded evaluation configuration: {"Ablation":"w/o Constraint Scheduling"}. This record does not assert independent reproduction.

### HunyuanVideo

CLIPScore: 0.2743. Result ID: 69ae8f6b6dbb7075b956ef16.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54052d603e6de3e42bd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77581e209131cea72919.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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